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  1. schema: '2.0'
  2. stages:
  3. process_data:
  4. cmd: python src/process_data.py
  5. deps:
  6. - path: data/raw
  7. md5: 10c3f643286f509fa7f6b4675d9efbad.dir
  8. size: 222379
  9. nfiles: 1
  10. - path: src/process_data.py
  11. md5: 226c85778c491537192725b557f070cf
  12. size: 2763
  13. params:
  14. config/process/process_1.yaml:
  15. family_size:
  16. Married: 2
  17. Together: 2
  18. Absurd: 1
  19. Widow: 1
  20. YOLO: 1
  21. Divorced: 1
  22. Single: 1
  23. Alone: 1
  24. keep_columns:
  25. - Income
  26. - Recency
  27. - NumWebVisitsMonth
  28. - AcceptedCmp3
  29. - AcceptedCmp4
  30. - AcceptedCmp5
  31. - AcceptedCmp1
  32. - AcceptedCmp2
  33. - Complain
  34. - Response
  35. - age
  36. - total_purchases
  37. - enrollment_years
  38. - family_size
  39. name: process_1
  40. remove_outliers_threshold:
  41. age: 84
  42. Income: 600000
  43. outs:
  44. - path: data/intermediate
  45. md5: 9503e800e9c4e01a93c29eafc53f63c4.dir
  46. size: 621318
  47. nfiles: 1
  48. train:
  49. cmd: python src/segment.py
  50. deps:
  51. - path: data/intermediate
  52. md5: 9503e800e9c4e01a93c29eafc53f63c4.dir
  53. size: 621318
  54. nfiles: 1
  55. - path: src/segment.py
  56. md5: a6ab7e068dbbc4eba3d95aa17441c4aa
  57. size: 3263
  58. params:
  59. config/main.yaml:
  60. defaults:
  61. - process: process_1
  62. - _self_
  63. final:
  64. dir: data/final
  65. name: segmented.csv
  66. path: ${final.dir}/${final.name}
  67. flow: all
  68. hydra:
  69. output_subdir:
  70. run:
  71. dir: .
  72. image:
  73. kmeans: image/elbow.png
  74. clusters: image/cluster.png
  75. intermediate:
  76. dir: data/intermediate
  77. name: scale_features.csv
  78. path: ${intermediate.dir}/${intermediate.name}
  79. model:
  80. path: model/cluster.pkl
  81. raw_data:
  82. path: data/raw/marketing_campaign.csv
  83. outs:
  84. - path: data/final
  85. md5: a62d537a11caea4087e895ad51602d8a.dir
  86. size: 609138
  87. nfiles: 1
  88. - path: image
  89. md5: a3c9e1b4b81e4908e67defb4a7be786b.dir
  90. size: 185039
  91. nfiles: 2
  92. - path: model/cluster.pkl
  93. md5: e57f7e4db1a0be99bdc1fc2d82c843c9
  94. size: 9703
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